Author

Zixiang Liu

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#artificial intelligence Dec 2025

MCPAgentBench: A Real-world Task Benchmark for Evaluating LLM Agent MCP Tool Use

A benchmark based on real-world MCP definitions designed to evaluate the tool-use capabilities of agents, which reveals significant performance differences in handling complex, multi-step tool invocations.

Zixiang Liu, Wenrui Liu, Elsie Dai et al. · arXiv.org · 10 citations

#artificial intelligence Aug 2025

Proof2Hybrid: Automatic Mathematical Benchmark Synthesis for Proof-Centric Problems

The first fully automated framework that synthesizes high-quality, proof-centric benchmarks from natural language mathematical corpora and a new type of hybrid-formatted questions, named ``$m$-out-of-$n$ multiple judge questions'', specifically designed to enable robust, automatic evaluation while being resilient to gu...

Ye-Bo Peng, Zixiang Liu, Yao-Ming Li et al. · arXiv.org · 1 citation